{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 初期設定"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# グラフ化に必要なものの準備\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Jupyter上に図を表示するためのおまじない\n",
    "%matplotlib inline\n",
    "\n",
    "# データの扱いに必要なライブラリ\n",
    "import pandas as pd\n",
    "\n",
    "# チャートがきれいになるおまじない\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "#http://pythondatascience.plavox.info/matplotlib/%E6%A3%92%E3%82%B0%E3%83%A9%E3%83%95"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# サンプルファイル作成"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 時系列データサンプル"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>徳島</th>\n",
       "      <th>鳴門</th>\n",
       "      <th>阿南</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-01</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-02</th>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03</th>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-04</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-05</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            徳島  鳴門  阿南\n",
       "Date                  \n",
       "2020-01-01   5   6   3\n",
       "2020-01-02   6   8   4\n",
       "2020-01-03   9  10   6\n",
       "2020-01-04   4   5   2\n",
       "2020-01-05   5   6   3"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### csvファイルのPATHを設定\n",
    "csv_path='csv/Temperature.csv'\n",
    "\n",
    "### テスト用ファイルの作成\n",
    "strs = \"\"\"Date,Tokushima,Naruto,Anan\n",
    "2020-01-01,5,6,3\n",
    "2020-01-02,6,8,4\n",
    "2020-01-03,9,10,6\n",
    "2020-01-04,4,5,2\n",
    "2020-01-05,5,6,3\n",
    "\"\"\"\n",
    "f = open(csv_path, 'w')\n",
    "f.writelines(strs)\n",
    "f.close\n",
    "\n",
    "### プロットするデータの整形\n",
    "df = pd.read_csv(csv_path, index_col=0)\n",
    "df = df.iloc[:, [0, 1, 2]]\n",
    "df.columns = [u'徳島', u'鳴門', u'阿南']\n",
    "df.index = pd.to_datetime(df.index)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ランダムデータサンプル"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>store1</th>\n",
       "      <th>store2</th>\n",
       "      <th>store3</th>\n",
       "      <th>store4</th>\n",
       "      <th>store5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>month1</th>\n",
       "      <td>6543</td>\n",
       "      <td>6642</td>\n",
       "      <td>3754</td>\n",
       "      <td>2375</td>\n",
       "      <td>1035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month2</th>\n",
       "      <td>7548</td>\n",
       "      <td>1668</td>\n",
       "      <td>5480</td>\n",
       "      <td>9837</td>\n",
       "      <td>8481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month3</th>\n",
       "      <td>5401</td>\n",
       "      <td>5899</td>\n",
       "      <td>6593</td>\n",
       "      <td>5993</td>\n",
       "      <td>7339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month4</th>\n",
       "      <td>4569</td>\n",
       "      <td>6373</td>\n",
       "      <td>5894</td>\n",
       "      <td>4981</td>\n",
       "      <td>4174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month5</th>\n",
       "      <td>3041</td>\n",
       "      <td>7647</td>\n",
       "      <td>7286</td>\n",
       "      <td>9746</td>\n",
       "      <td>4044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month6</th>\n",
       "      <td>5229</td>\n",
       "      <td>6887</td>\n",
       "      <td>9912</td>\n",
       "      <td>1720</td>\n",
       "      <td>5891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month7</th>\n",
       "      <td>3080</td>\n",
       "      <td>6209</td>\n",
       "      <td>2493</td>\n",
       "      <td>2514</td>\n",
       "      <td>3585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month8</th>\n",
       "      <td>9713</td>\n",
       "      <td>8534</td>\n",
       "      <td>8016</td>\n",
       "      <td>8898</td>\n",
       "      <td>7049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month9</th>\n",
       "      <td>7326</td>\n",
       "      <td>5317</td>\n",
       "      <td>7057</td>\n",
       "      <td>9291</td>\n",
       "      <td>5024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month10</th>\n",
       "      <td>4706</td>\n",
       "      <td>8986</td>\n",
       "      <td>4369</td>\n",
       "      <td>3549</td>\n",
       "      <td>1792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month11</th>\n",
       "      <td>5207</td>\n",
       "      <td>8935</td>\n",
       "      <td>6356</td>\n",
       "      <td>8238</td>\n",
       "      <td>3931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month12</th>\n",
       "      <td>2405</td>\n",
       "      <td>4221</td>\n",
       "      <td>1008</td>\n",
       "      <td>3692</td>\n",
       "      <td>3137</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         store1  store2  store3  store4  store5\n",
       "month1     6543    6642    3754    2375    1035\n",
       "month2     7548    1668    5480    9837    8481\n",
       "month3     5401    5899    6593    5993    7339\n",
       "month4     4569    6373    5894    4981    4174\n",
       "month5     3041    7647    7286    9746    4044\n",
       "month6     5229    6887    9912    1720    5891\n",
       "month7     3080    6209    2493    2514    3585\n",
       "month8     9713    8534    8016    8898    7049\n",
       "month9     7326    5317    7057    9291    5024\n",
       "month10    4706    8986    4369    3549    1792\n",
       "month11    5207    8935    6356    8238    3931\n",
       "month12    2405    4221    1008    3692    3137"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import random\n",
    "\n",
    "month_num = 12\n",
    "store_num = 5\n",
    "\n",
    "num_list = [[random.randrange(1000,10000) for i in range(1, store_num + 1)] for n in range(1, month_num + 1)]\n",
    "\n",
    "col_list = [\"store\" + str(i) for i in range(1, store_num + 1)]\n",
    "row_list = [\"month\" + str(i) for i in range(1, month_num + 1)]\n",
    "\n",
    "df = pd.DataFrame(num_list, index=row_list, columns=col_list)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# グラフ表示\n",
    "\n",
    "* plotメソッド\n",
    "    * matplotlibのラッパー\n",
    "* グラフ表示の流れ\n",
    "    1. matplotlibインポート\n",
    "    1. plotメソッドでプロットを作成\n",
    "    1. plot.show()で表示\n",
    "        * ただし、Jupyterのinline設定をしている場合はplotメソッドでプロットを作成した段階でグラフが表示される\n",
    "    1. plot.close()でクローズしてメモリを開放\n",
    "        * 少ない回数しか表示しない場合は省略しても特に問題ない\n",
    "* その他\n",
    "    * カーネル密度推定を使う場合はscipyのインストールも必要"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## デフォルトとオプション\n",
    "\n",
    "* デフォルト\n",
    "    * 折れ線グラフ\n",
    "* オプション\n",
    "    * title\n",
    "        * グラフのタイトル\n",
    "    * figsize\n",
    "        * グラフのサイズをタプルで指定 (横サイズ,縦サイズ)\n",
    "    * grid\n",
    "        * グリッド線の表示。表示したい場合はTrueにする\n",
    "    * colormap\n",
    "        * グラフの色彩パターン\n",
    "            * binary, Pastel1, Pastel2, tab20c, gist_ncarなど\n",
    "    * alpha\n",
    "        * 透過率\n",
    "            * 例: alpha = 0.5\n",
    "    * style\n",
    "        * グラフ戦の書式\n",
    "            * 種類\n",
    "                * \"-\" : solid\n",
    "                * \"--\" : dashed\n",
    "                * \"-.\" : dash_dot\n",
    "                * \":\" : dotted\n",
    "            * 例\n",
    "                * style = \"--\"\n",
    "    * legend\n",
    "        * 凡例\n",
    "            * 例\n",
    "                * legend = False : 凡例非表示\n",
    "                * legend = \"reverse\" : 反転\n",
    "    * x\n",
    "        * x軸で使うものを指定\n",
    "        * 主に散布図で使う\n",
    "    * y\n",
    "        * y軸で使うものを指定\n",
    "        * 主に散布図で使う\n",
    "    * kind\n",
    "        * グラフの種類\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f9d2f320>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# デフォルト表示\n",
    "df.plot()\n",
    "\n",
    "### Jupyterのインライン設定をしている場合はshowは不要\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f9c5f208>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(\n",
    "    title=\"monthly sales\",  # タイトル設定\n",
    "    figsize=(10,5),         # グラフのサイズ指定\n",
    "    grid=False)             # グリッド線非表示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f8233c18>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(\n",
    "    title=\"monthly sales\",\n",
    "    figsize=(10,5),\n",
    "    grid=False,\n",
    "    alpha=0.3,                    # 透過率\n",
    "    style=[\"-\",\"--\",\"-.\",\":\"],    # グラフ線の書式\n",
    "    legend=\"reverse\")             # 凡例を逆順に表示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f3c6f5c0>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# カラーマップ\n",
    "df.plot(title=\"binary\", colormap=\"binary\")\n",
    "df.plot(title=\"Pastel1\", colormap=\"Pastel1\")\n",
    "df.plot(title=\"Pastel2\", colormap=\"Pastel2\")\n",
    "df.plot(title=\"tab20c\", colormap=\"tab20c\")\n",
    "df.plot(title=\"gist_ncar\", colormap=\"gist_ncar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# グラフの種類"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 折れ線グラフ\n",
    "    * デフォルト"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f3eacc88>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind = \"line\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 棒グラフ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f3c69128>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JKRUAEZGU0iCwHEFnVYkcLanTXWsPQEQkpVQARERSSoeARGKkQ2oymEUuAGb2t8AM4F8AA/4ncB6w2t1vNrOhwE+A04F73f0+MzsJeAQ4GbjJ3RsG2H4REYko0iEgM/sTYJy7fwp4EbgeKAPOB+aZWSUwHfg1cClwe1gQrgNWAHOA7wy49SIiElnUMYBJwAEzWwucBrQA64GzgSeBcwn2BtYDE4GNQFW3dWcBO81s+IBaLyIikUU9BDQGGOvul5nZbcBo4E2gAmgERoZfzeF9t/dYty/8PpKgeHQxsxqgBsDdKS8v77UBu3tZ13nfTCZzzMdF1ZnX23YzmWM/jbltx+FT0Gpra7tuL5ocR1awvTiey2zbkJScuJ7P3v4X+tuegeYd3kbvp0fG9bzG+b8epR1xibt/UQvAHwne1QM8TfAuvwx4meBd/pvAAeAUYCvBWMGB8OuM8DHXh8tHcPdlwLJwsSObmRM77xvnjIu9bfd4v6B8zvyY66zm5uaCz16Zr+x85AyG57O7XLSjr23E/X9Y6Ocz7uyo/ausrOzX/aIeAnoO+HR4+wLgfeACd28CLgZeAl4AxgH/SnBoqClcd1qYe6K7tyDHNe3hV7q+RERyKVIBcPfngbfN7FmCY/v/AIwys83A8+7+NvAo8DmCYrHc3dsI3tkvBDYAdw68+RKnhvr9/Oiepm5XQSZfRdMNXV8iSRf5NFB3/689Vs3t8fNW4Koe694hKAoiIlJguhJYRCSlVABERFJKBUBEJKVUAEREUkoFQEQkpVQARERSStNBD0BSPyVIRNJBewAiIimlPYBB6NC8Kw4vXLqkcA0RkUTTHoCISEppD0BEIuucpHBuZkyBWyJRqABI4umQmkjvdAhIRKSbQ/OuOPJNQ4KpAIiIpJQKgIhISqkAiIiklAaBRSQ23T9ZbU/VHQVsifRGBUD6pba2tuv2ggULCtgSEckVHQISEUkpFQARkZRSARARSSkVABGRlNIgsIgMaprKIz7aAxARSSkVABGRlNIhINEutkhKaQ9ARCSlVABERFJKBUBEJKU0BiAiRaehfn94az9Tq0cVtC3FTHsAIiIppQIgIpJSOgQkIjIITHv4la7bj83+eF4ytQcgWatouuGID/oQkeIUeQ/AzGYCPwAqgWXAecBqd7/ZzIYCPwFOB+519/vM7CTgEeBk4CZ3bxho40VEJLpIewBmNgaYBewAJgJlwPnAPDOrBKYDvwYuBW4PC8J1wApgDvCdAbdcREQGJOohoO8C3wDaCd75rwfOBp4Ezu22biKwEajqtu4sYKeZDR9QyyUVOg836ZCTSO5lfQjIzOYBa93992YGMBL4Z6ACaAyXRwLNwBhge491+8LvI4GWXrZfA9QAuDvl5eW9tmN3L+s675vJZI75uKg6847c7v7e7tprm6JkZStqn/OdF1Wc/evadtPA846XEeffZpT2JCGvkM9nXP8Dcb6WdRdlDGAacKKZ/RXBu/kzgb8GXiZ4l/8mcAA4BdgKzAiXDwBnAE8D14fLR3H3ZQRjCgAdzc3N/W5Y533Ly8vJ5nHZyHa7cbWj0FlJy+vcdkWMec3NzbH+bWYrKb+/Qj6fcfcp6t9LZWVlv+6XdQFw9ymdt83sOWAhMMPd3cwuBh4ARgDjOHxoqAl4ATgNeA040d2PevcvIlJMuh+a3FN1RwFbEk0uTgN9DhhlZpuB5939beBR4HPhz5a7exvBu/qFwAbgzhzkiojIAAzoQjB3nxjenNtjfStwVY917xAUBRERGQQSdSWwJogSEek/XQksIpJSidoDEBFJmtra2q7bCxYsyOm2tQcgIpJS2gMQKaBiP41QipsKgIgUtTgPkSSdDgGJiKSUCoCISEqpAIiIpJQKgIhISqkAiIiklAqAiEhKqQCIiKSUrgMQESkSub5wUAVAJMcOzbvi8MKlSwrXEJE+qABI3ukFUmRw0BiAiEhKqQCIiKSUCoCISEqpAIiIpJQKgIhISqkAiIiklAqAiEhKqQCIiKSUCoCISEqpAIiIpJSmghDJs+4fYr5ocgEbIqmnAiCSJw31+4H9hW6GSBcdAhIRKaBD8644coLEPErsHkD33ewFCxYUsCUiIoOT9gBERFJKBUBEJKVUAEREUirrMQAzGwr8CPgQsBf4EnA3cB6w2t1vDu/zE+B04F53v8/MTgIeAU4GbnL3htx0QUREooiyB/Al4J/c/SLgdeBvgTLgfGCemVUC04FfA5cCt4cF4TpgBTAH+M7Amy4iIgMRpQBsJXghBzgIdADrgbOBJ4FzCfYG1gMTgY1AVbd1ZwE7zWz4gFouIiIDkvUhIHffBmBmVwIjgXeBZqACaAzXjQzXjQG291i3L/w+EmgZcA9ERCSSSNcBmNkc4Bzgr4GvERwCepngXf6bwAHgFIK9hRnh8gHgDOBp4Ppwubdt1wA1AO5OeXl5r23YnUV7j7WNbHTmHbmtvq/qjJKdTd8GmqW8Httuyk/ecdugvMh5ufxfz1Yu+9e5rUzm2C/RuehrlEHgDwMz3P2qcPmFcNnN7GLgAWAEMI7Dh4aagBeA04DXgBPdvdd3/+6+DFgWLnY0Nzdn28Sj5GIbUbeVy+zBlJW0vM5tV+Qp73htUN7gzshHdue2jvcif7y8ysrKfuVEGQP4CjDBzJ42s6eBjwKjzGwz8Ly7vw08CnwOeA5Y7u5tBC/qC4ENwJ0RckVEJIeijAHcAtzSY/UDPe7TClzVY907BEVBREQGgcTOBSQi6VPRdEPX7T1VdxSwJcVBVwKLiKSU9gBEODx7rD6gRdJEBSBL0x5+pev23MyYArZERGRgdAhIRCSlVABERFJKBUBEJKVUAEREUkoFQEQkpVQARERSSgVARCSlVABERFJKBUBEJKVUAEREUkoFQEQkpVQARERSKhWTwWmOcBGRo6WiAIiIFJOG+v3hrf3Hvd9A6RCQiEhKqQCIiKSUCoCISEqpAIiIpJQKgIhISqkAiIiklAqAiEhKqQCIiKSUCoCISEqpAIiIpJQKgIhISqkAiIiklAqAiEhKqQCIiKSUCoCISEqpAIiIpFRePxDGzEqAZcB5wGp3vzmf+SIicli+9wAmAmXA+cA8M6vMc76IiITyXQDOA9YDZwNPAufmOV9EREL5LgAjgWagAmgMl0VEpABKOjo68hZmZn8D7AFeBL4E/Mrd1/S4Tw1QA+Du5+WtcSIiyVLS1x3yvQfwAnCBuzcBFwMv9byDuy9z9/Pd/XyCDmT9ZWYvRH3sYM9Lct+Upzzl5TSvT/kuAM8Bo8xsM/C8u7+d53wREQnl9TRQd+8A5uYzU0REepfUC8GWJTgvyX1TnvKUl8e8vA4Ci4jI4JHUPQAREemDCoCISEqpAIiIpFRezwJKAjMbBcwhuKLZ3b09XP9Nd/9OjrM+BlwB3AtcB3wWeANY5O67cpkV5p3QY9WPgGuBEnd/P4a8T7n7FjMbSXDx30eAV4Fl7v5eDHkfBK4GHgK+BowL8+5x95YY8u4BHgfWhmfAxcrMzgSmAnXAfwP+DGgCbnH3nTHkfQCYAXwS+CDwDsEV/v83rv6a2QUEU8qMBA4AL7j7L+PIyrd8vrZ0KvoCYGYfPdbP3P21GCJXhV+jgIfNbI67HyL4x8v1L2kZcB+wCfgu8GWCP/7lwBdznAXQQnCx3r8RXEhyDvDz8GefjSHvu8AlwEqCF+WfE7xoPQJMiSFvFfCPwP3AOuDbwAXhuukx5F1C8M98i5k9A/wU2BxjMbgXeBDYAtwCLAY+Q/D38oUY8n5EcG3PvwGHgI0Ev7dq4C9zHWZmdQR/k1uBRwmKzl+Z2Vfd/boY8pL82gIkoAAA/w94nuDFq7sO4Csx5GXc/W4AM/sV8L/MLI4cgFJ3X2FmC9z9H8N1T5jZLTHlXQT8d+Dv3P0FM1vv7nG88PeUcfcHwtu/MrO/iClnlLs/aGbVwAPhP9dr4RQlcdjn7rcQFIA/J9ibut/Mtrr7l2PIO8HdHzCzG929Plz3pJktjiEL4LRu/ws/d/cbgF+Y2dMx5Z3r7uebWQUwAfg9UE9QhOKQ5NeWIDDOjefJdUCHu6/LU96vzOxuoNbdG82sjODd5OkxZL1lZp8GLgMws7HAbUAsu7zuvjl8cbzdzL5I/GNEHzezFUC5mf0Pd19kZncCr8eU930zewzYBTSG78rPIXgRiUPX5fjuvhHYGH4mxoUx5b1kZj8GTjGz6cBBgj2quK64f93M/g74j8A2MxtCsCe3Pqa8n5nZeoI9jWbg48CNBC/UcUjyawug6wAiMbM/A/7F3X8fLp8IzHT35TnOOQH4oLu/Ey5XAB9x9825zDlG9iRgurv/5xgzPtxt8V1332dml7j7UzFmDiX4XIoxwB+AF+MYTwmzvujucb04HSvzXGAHQd/+kuDd6oPu3hZT3ucJ9lR/Hi7/qbu/EUdWuP1TCcYcOscAXkrSlDL5em3plJgCYGanA1cCIzrXufvfJyGvQH27KszryFNeIfr3wTzmFeJvs3O69Y4k9U9yJwmHgDr9lGBQ8bcJzCtE3/4BeDmPeeqf8o4r34OySc+DZBWA3wOPuPu/JzCvEH1bmdDnsjMv6f1LYl6+B2WTnlf8h4DCQa8OgoGSkQSniAEQx5kW+cxLct+Up7wIeZ8nj4OySc+DZOwB/G2C85LcN+UpLyvu/gvl5VbR7wEci5ll3P1gEvOS3DflKa8f2z+dhJ7wke+8xMwFZGY9T7fbkpS8JPdNecqL4KcEny2+uduX8iIo+kNAZvZVgk8ZG2dmjeHqUoILRYo6L8l9U57yBiCpg9x5z0vMISAz+5m7T05iXpL7pjzlZZGT9EHuvOZBggqAiCRbjyvHj9B55azyspOYAmDBlML/iSMHTh5MQl6S+6Y85eUgP1GD3PnMS8wgMLAGOAsY1u0rKXlJ7pvylJeVpA9y5zOv6AeBu9nn7rcnNC/JfVOe8vol6YPchRhUT9IhoP8N/AnBpdQAuPuNSchLct+Up7wIeYkc5C5EXpL2AB7o+y5Fm5fkvilPeVnJ54tx0vMSswcAYGafAc4EfhfnnPKFyEty35SnvCyzEj3Inc+8xAwCm9m9BB+ofEKwaMuTkpfkvilPeREkepA7n3lJOgR0trt/pnPBzOK+XDufeUnum/KUl61EDnIXIi9JBeAlM7sfeBE4l5g+N7dAeUnum/KUl61/NbO15GnQOcl5SSoAm4C/AP4GeIv4/wjzmZfkvilPedlK9CB3PvOSVAC+GX4dIvwc2wTlJblvylNeVtx9Yz4HnZOcl6QCsBv4NvAHoITgD/GzCclLct+Up7yshIPO7cBLwaJ9xd2vVV72klQAWoFF4fek5SW5b8pTXraSPsidt7wkFYCtwDndljuAnyckL8l9U57yspX0Qe685SXqQjARST4zu5pg0PkjhIPOMU89kdi8JO0BiEg6JHqQO595KgAiUmwSPcidzzwVABEpNkkf5M5bngqAiBSbpA9y5y1Pg8AiIimVmNlARUQkOyoAIiIppQIgIpJSKgAiIimlAiAiklL/H1b8hxqqira1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind = \"bar\")\n",
    "\n",
    "# 以下の書き方も可\n",
    "df.plot.bar()\n",
    "\n",
    "# 横棒グラフ\n",
    "df.plot(kind = \"barh\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 円グラフ\n",
    "\n",
    "* 1列のみ\n",
    "    * 複数列を指定するとエラーになる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f39a92b0>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"store3\"].plot(kind = \"pie\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 積み上げグラフ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f3749400>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 積み上げグラフ。青色を基調\n",
    "df.plot.bar(stacked=True, cmap='Blues')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ヒストグラム\n",
    "\n",
    "* 色分けが重要。alphaを指定すると見やすくなる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f80c1a20>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='hist')\n",
    "df.plot(kind='hist', alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## カーネル密度推定\n",
    "\n",
    "* カーネル密度推定とは\n",
    "    * 統計学において確率変数の確率密度関数を推定する手法の一つ\n",
    "        * 有限の標本点から全体の分布を推定する\n",
    "    * 例\n",
    "        * 犯罪の発生地点を表すポイントデータからポイントの無い地点の犯罪発生率を補完して推定\n",
    "    * 利用するにはscipyライブラリが必要"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f397a9b0>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='density')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 箱ひげ図\n",
    "\n",
    "* 箱ひげ図とは\n",
    "    * 5数要約からなる\n",
    "        * 最小値\n",
    "        * 第1四分位点\n",
    "        * 第2四分位点 (中央値)\n",
    "        * 第3四分位点\n",
    "        * 最大値"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f36e2ba8>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='box')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 面グラフ\n",
    "\n",
    "* 折れ線グラフに基づいて塗りつぶしたもの\n",
    "* alphaによる透過率で見やすくなることもある"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f3a428d0>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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r/++RiAePZlHXMTpALFCE5K2Tfp4/VJzUTVGbPd3ZoTSZ9WJwL730El1dXRnbJ5sGWlFRwQ033DCpsRRKDXSIHTt2cPPNN3P48GG8Xm/Bjuswu3HFbAE4kUUATkrb/784bHIswwCAJW0jsP5YkIDb4roVmS6kySIABk+gRY+T8i0v2HEdisesNwBdXV2MjhPMFIVSAwWIRqP8/Oc/55JLLinkEB3mAK5oPZbiQbUyM4A6BlW6oxorquPQkf31lhSoisVfD5bhd1tcsaRwuj4SCLcadJz1f0/VBjiULo4LaBIUWw0U4Ic//CHf+MY3xjQQDmcmwhxAS7YxVnzvaMQO+nYNjD/5mpaCplis3hPmYGvhFFkEoKa6cQ8cKNgxHYqHYwAmwWg10O6WIzx6788479xzePThB4GpqYG+/vrrVFRUcNlll83UJTqUKK5YAzB2A5jaiIcyr0lD18QtIlOWgqbAY29VUNdZuJaStkzEU05a6CzAMQCTYLgaaHdnO1Vhr/2DlCm0RAtqopWTdQe54G/OB2w10OPHj596fTY10CeffJJnn32W2267jWeffZbXX3+dT3ziE+zbt49/+Zd/mZHrdCg97AYw2QXgTAuOdbipCZuYMjf3S9IUCAEPvVlJS29hPMICUKwBvL1vFuR4pYAw+8Gce2VLjgGYBMPVQGUqxguvbARkOrVOIKwUZy0Kc+jAbtR4Cwf2bGfpkhqy5d5lUwP98Y9/zOrVq3nyySe56KKL+OlPfzqt1+dQurhi9WM2gDnZ4yKeUvB78kt+SJoCUwru31ZF12DhakuCkXUgS6Nb31QQ5gBVDf+LOP7gTA+l4DgGYBKsWrWK9evX86lP3cYbm7Zw2aUXAhAM+HnvRz5DIpFg/rwqrr36Sj74sdvZtGkTt37oatREC4o5iLBSp4zBcDXQp556ihtvvHEmL82hlJEpXPETSLJP0rURDyBp7Mw/+Jo0BbGk4L6tVfTHCzMtKDKOv3t9QY41kwQ7nkMxByCydU4YtOHM+krgmUwDVZKdKGaUsQpyMhGn9xUKluJFKj57RSfy+9E5lcCzk6lcmxatp/Lk7zCFF1Vm1gDctamKeEqhtU8lhyLQrChCsiCU4otXd+AtgG6QFBrty789axvJD73nUrgQMkn3gs+QCJV+Zl7B1EBLnbEm66JLQUgTxYwihUDkbGiG7SelbTzMQUDYxkD1IRVv3sbA4czAHasDQMky+ceSghPdLi6uSdDaN/mftSWhpVfj4R0VfP6qTrQprjGETBHoeJ6BeTdN7UAzgTQJtT+NJTwIaQfd/d1vzAoDkCvOTDNJFHMAkHlM/qORDDcIihVDTXaixZtRExFEqn/O3W5OiJUk1Pok4thDaLGGrDGTM5nxBOCOd7qxpMDKMfg7NgIJHO/w8MSucqwCfAT+nk2zsoewr2czrkQzUmjpdwVciZNz6nvpGIDJIC1bi0Uo5O7+GfeAI44jrDhqqjttDNoQqT6w5q6wHQAyRbjlYbx926HtdSpP/JbKhp/i73oNJdU706ObeaS0M4BE9nTN2ogHlyqpixTCLSgQSPa1+Fizt6wA851FsH1NAcY1fSipXgIdL2ApgRGCe0Km0GKNMziywuIYgEkgzChIq0gLgeHGQCCsJGqqx04vjbfak+E0NgGfFmSKcMsjeAYPYalBBBIJqMlugh1/paruR4Sb7sPTvwfkHDeEY6Am21GsQSB7bv3RiIeacIr+RGHiQnaqqWRbY4CXjwSndCwBePt3zipDHoysQ8gkUo78rUnA3/3azAyqCDgGIF+kRDH7QCiIMX6MBTwZI+4MZAol1YuWaIWBxrlxKypNyloexzNwAFMJopr9gD1pCIYme4F7sJZwyyNUH/8vgu1Po8VOzI3rz5HxBOC6owqRAY2qQGG/jxYCVUheqQ2xuW5iCfbxkYTa/lSQcRUb12At3v5dWKofVY4suBOAe/DozAysCDgGIE+EFUPIVEEcP/kz7KyDJwi2/3l2V1tKi7JWA+/AXnvyt/qz7iawThtbK4WvZwuVJ35NZcP/4utab7vI5ji2++e0L3o4tWn5h95o4bV3TCnQFIu1+8vY3TR5QUJ74jyMGm8v3OCKgUwRan8GS/GmJbczUWQcJTGG0NIsY9ZnAQVbn0JLZqbVTTYNNOWqpn/BLWM+b38pBCLLxPvQ409z+20fy/uco2k40cQHP/6PnLN8GQD/8e//xJWXXZyxn793K4oVpXfBbSBmWUqotAi1PYm3fzemEhhz8h+Nkr4rkICa6iTUsY5gx19I+M8nWnYVicD5IGb91zoDV6wOKdyILC6w2oiHoNuirrM4152yFFyK5Mld5fhcnZw7L7sMRS6E2gy6l361gKMrLP6u9WjJdkzFP+7q2N+9nv75N0/buIpFLk3hK4GHsPv5xoHPYvf9/QiwE/hSete7sJu/rzUM4zu6rnuAx4Czgd8ZhvH79LGeAKqAbxuGMeXIkJaM4I4dn3jHQmAlEFYcKZSs2T8PG7kbAMuyiMUT+H3ZV1XXXXMVd/3ivyY8jrd/D8IcpGfR52GMBuElh7QIta3G1/cWphpANfOXJBYwLB4gcA8exjN4EEvxEQtdTqzsSlKe3Pqiljoi1Y+W7MBUMt0wloRjEQ9LKkwOtxXv809aApcqeWRHJV+8uoMl5fnHoQTgjp9AizWS8i4t/CCniJLsItD1SnpBMv530jOwj35mvwHIxQUUAr5lGMZ1wMvAB4B3G4ZxJXApdtP4VYAXuAq4Q9f1GuAWYC/wHuAHaYPwZeAR7Aby/13YSyk+Q6v/wf5+PvUP/8T7P/Z5vvqv30VKyaf/8Z85XHsc/fNfP7X///7mfj54yxf44le/RTxur5oee3It//njX/GhW77A0WO2X/f39z3KJz73NfTPf52WVvsW+eDhY3z8M1/h1tu/SnfP+MEzd/QoFSd/jxijQUhJISWh9qfx9b2Z9vlPXY9+hItIJvH1bKSy8ZdUNPwcX/cbto7LLGbI/59NAK65V2MwqRDyFt8VmDRtF9MD2ypp75/cHacEylqNAo6qcIQiawBrTKG94ShmPyKVKcc925jQABiGUQ/EdV3fDrwP6ARe03V9AbAbe9V/JfAK8DZsI3H5sG2rgNeAlcO2XQg067oeKPQFFY1ThV8Kza3taC6NdX+6h3dceSkdnd08et//ct7K5RgP/BKAtvYO3ti8nb8+dS+XXnIBa/7y0qlDvfDKG9z/u59wyUXn09bewV33PoZpmvT09vPK+s0EAwE+9pEbWP3Ib/nEzR/koceeHndoAtDiJ6lo/HVpT3ZSEoyswde7dVyf/1RQZOpUvbWWaCcUWUv18R9S1vwg7oH9s7K2wh2rR6Kccn8NZ8j/39Q1Pdr7SVOQMm3JiJ5o/iFEgX3X7ho4XPjBTQH3wH48AwewhC+r0N5oBODt3VL8gRWZnD5BwzAOpVf8rwCVQAR7sn8KCKf/IsB8YOOobRI4OmpbV/rfcAGvpagM9WAV0mLlirP4+pc/x/d+/Cs6u3qorMi8jIYTTVz4NysBeNtF53Os7nTu8Bf//pMsWjj/1H4fuPFdrH7ktzy3+j4+/YmPUlkR5l+//qVTr61vPDnh+ASgJiNUNvwSJdk99QsuNFIS7FiHv2cTplqcyX84dhaReeqRZ+Ag5c0PUn38BwQjz6LGW4p6/kLiitaNKQB3NOKhOmjS0jd97r+kJRhIKNy3tYrBRP6Gx5aL/lPpZHFZCULta7AUH0oe30vfHFA7zSUGsBzoNwyjHXgGe9L/H6AVuAjoIW0Qgf3Yq/y69PZ5wC7g1vTjHuAcYAPwb+nHo893J3AngGEYVFdXj3i+tbUVTTs9bFHgrkNCiBHHB+xMm/iAHWiVJq+8vpnaY/V87//9Mz/95T288MobfOCG60d8n5ctqeHAoVoA9h04wrIl2f3Ry5bUsGuP3Tzj6WdfRAhBdVUFL726kW9/82ts3b6bc1acldvYAcXsperEr5AXfxN8i/K+/qIgJaJxNaJ7A9JVhpqc3nzw4a0ThUzg696Av3sD0r8MOf96WPCuaZPf0DQt4zs9LlYCcbQJVH9GCUDChPouNxcuTBGZpEtmspiWoHNQ5Y9vVvGFd3Tg1nKfzAWgmr1Ucwyqry7eIHMdT8NqRKobqQbyUlBSU11UV4ZnT+wtC7mkDVwNXAB8F7gCuB+4DvgNdjD4fuzP9FbDMAxd168HHsAOGl/AaddQLbAdWAwcBoKGYWQ4gA3DuAs7oAwgRwtnxePxESJohRazk1JmaAiJVD+qtJAoCOCaqy/n3oee5PmXN2CaJrd/yg4G2Wqgn+W51fefUgP9wM3/QHVVBff85kdZzzd/XhXvv+E6PvapL1NWFuL3P/8+Xo+bh42n+dCtX6AiXMbdv/phzuMXgDQHYff36V58Jynv4sm+FQUj0PEiga6XbLfPNE/+oxnKopEIGDyJUvcwfb0dRCvfPS3nz1cMzhU9ToU0Mc1EhgZoXacH0xIoYmZSgS0JJ7s1Hnmrgs9d2Ymarw09/jARls+o9pWaaKOy6Tk78JtnPEog6a17lXjZ5UUa3eRJi8FNyIRqoLquu4B7sLN5OoDPY6/eP4i9ur8zvevdwCXAc+ksIC/wKPaEf086C6gKMLCNw/dyyAKaUA206GmgUqImWu0gYwnl3Me761jU/+yYz0v7foDuxV8g6VsxfQMbhb/zFYKdz08622c6sISLyIrvTksqbb4GwN/5KsHO57I+95cDITbXBQh6THpiM5X6KgHB22qifOLSbpQ8b8h7q28iVv7OooxsQqSkvOkeXLEGpJRZYywTkXTX0LXs6xPvOM3kqgY66+Wgx6JQaqDCjKImO9Kpn7PHAMCQEYCehbeTCF44HcMagb/rdYIdf8kprW6m6av+KNHya4t+nnwNQLjpflzROhSZ2Y3ql+urcauCxu6ZrXuwpTsE15w9wIcv6M2rF7wULtpXfGdGajc8fbsItz42pYQEiUr7Od8rOQXfXA1AaY26BBmv8KvUGaoaDbc8iLd3+7Se29f9xqnJXynxyR8g0PlCSd3hASAtOwU0y+TYF1No7XNRHZz5rCaJQBGSTXUBtjbkJxkhZBJ/x8tFGtk45zVjBCPPYim+KSUkCExc0WmqQyoCs84ATOsdy7DCr9Ijt/dhyAiUtT2Jr2t6ujP5ejYRiqw9NflPT4Li1FCsGJ6+t2Z6GCNQE+229k8Ww1TbYWcFTSYLpxhY0jYC6/aXcaI7v6BooPt1hDW9/XYDnS+gmH05zScJEx7cVsGW+kzjJgF/1+wVhyvFmW1cFEUpbqOX4ec6tfqf+VXWcJIpE1eWuMdYDOXFhzrWEYg8V9T0O2/PNkLtz2Cqs2fyHyIUWVc6qYkMKwDL0gDmaMSNz2VxvKN0ZC8saTeYf3RHRV6GSWASiKwr4shGosWb8PVswlKCWTurDUdKeHpPOYfavbx+NJjx9RCc/pxmI6Xz7ckRr9dLLBYjHo+PmwLq8XiIx6ewqrASePoPIBUNUVLyyxJXMkJVfGterxoyAoHuV1GsAfrm3Vxwv6W3dzuh9tX2yt+cXZM/gGIN4h7YRyKYqbs0E9j6P1qG/o+Udv7/4nKT2vbSSkFMWYLemMKTuyq4/arOnIPCvt5tDFS9D6lOTXp6QqRFqO3PSOFKy2uPz+Z6P7uafMwLpmjv12ju1agJj/w8FJlAjbdiehYUa9RFY9YZACEEPp9vwv2m2lc20LEef/9rSNRJZQeUIkO/RV/vNoQZpXfhpwqW+eLp20mo7U9Yin/WrfyHE2pfQ0eJGAB3tD6rAFxbv0ZfXOU8X2l+LyVwuN3D+mMB3n1OrvEfSajtz/Quur2YQ8Pbtx1XvBFTCaLI8SUfjne6+cuBMs6pTtDUrQGS3S1+asKZqcz+7tfpW/DJIo26eMw6F9C0YCXw9WxBKv45M/mPxjuwl/KT9xakuYynfw9lrU+kKykHZ+3kD3aBkmvgyEwPAyXVi5rqzBrpGZJ/aO0p1Xfajge8eCjEsY7cmsELbIE1JdFZvFGZAwQjf8FS/BMGfntjCo/tKKfcZ5FIKURT9lS5r9mb1UvoGThYjCEXHccAZMHXtx3Fis757lOu2DEqTv4OYU5eRM7dv4+ylseT5IFmAAAgAElEQVSQihfFimXVq8+VgYTgrk1VPLEzTDQ5M5ObBELtf56Rcw/ntABcphuzNuKmwm/S1Fta7p/hWFKgKvD4WxX0xXKfZsranizamIIdz9mCiRNke6VMeGRHBQlTYXl1aliaraBrUKWtP9NxIqxBRHL29aVwDMBopIWv+w17NZsl93ouYYvINVFx4td2E/o8cQ8cINzyKFLx2o1yptAhLZoUPLC1iqYeF3uaffxq/bycV4+FRABaqhMtOrOBPVd0SABuZAJCyoS6Dg+LwmYBGsAXl5QliCYFj+2swMzhq2EHVI+jxpoLPhYtWo+vd5vtopwg8Pvs/jJOdLt5x1kxtjeM1mCS7G3JdEELwNezsXADniYcAzAK9+BBtGTHqSKquc4pEbnGX6Iku3J+nXvgMOHmh5GKZ8qTfzwl+OO2Slr7NFYtj2NJW3Ds3i2V/PVgiNQ0J2HZdwGrp/eko3DF6rMKwDV0u0laAk8e2jsziSUF9Z1uXjwcyvk1ZW2PF3YQ0iTU/jSW8EwY+H2z0ce2xgBXLImx+Xj2Xh17m7PHIH39O6c81OnGMQCj8HdtwBJu1BwyBOYKQyJylY2/RE20Tbi/a7CWcMuD9gRlxac0+SdNeGh7BSd7XFy7IsaGox5AMJhQ8LksNhwL8ruN1bT2TV++ggBcidaZUwy1EmjxJrL9PGsjHoSQ1HfMng5wAsn6Y0EOtmZXNB25r/3ea9FjBTu/r2czrkTzmC01hzjR7WLNvjBnVSY51ObCzHqHJWjvV+kYyHz/lVQP5NBLoJRwDMAwtNhJ3LHjSFG6vtViIbD7HVc0/spuuD4Grugxypv/aL9HViLDRZEPKcvOGa/rcKcnfy/Dq9ejSRVFSLqiGr95o5pNdX6saVr4SpixJuauWGNaeyozBnU04mZRmUnn4OwxADLdXP7JXeV05TBuCYRbnyhITYaS6iXQ8QLWBHIk/XGFR3ZUEHRbqEIykBh/nNndQBJviRUTToRjAIbh796AFNqskC4oBgKJkCkqTvwO1+DRjOdd0TrCTQ8ghQZWckoZUqYFT+ws53C7l2uWx9h4zJvV7WZJQTwl8GmSZ/eHeXBbfkHFySIAV/zEjDT/dsXqkZARgxpMCJp6XMwLmeQg81JSmFKQNAWPvlUxoUtPAGqq227gM0WCkXUImUTKsbPdTAsef6ucwYTC+QuTOcSeJHvGcgP1bJrCaKcfxwCkUVI9ePp3YymeWfbTKiz2LbJFedM9uPv3ndquxRoJN91v1w1YqSlN/paE1XvC7GvxsersGFvqvBMGNPsTCppicazTwy/Wz2N/y8TuhEIwE7EAuwAs8/qOdniQCBKlVJeYB6a0Ddi6A2UT7ms3jVk9JX0m12At3v5dWKofdZyc/+cPhTje6eHqs2NsrcvleyVo6dXoztIRTUu0l56m1Dg4BiCNr3sTIBHm3M78yQXbCEjCLQ/h7XkTLXaS8qZ7QQiwzJxa5o2FlLB2Xxk7T/p5+7IYbzZ4xvC1ZpKylLT+PTyyo5KndoeJp4pnrgV2v+Vp7bAmLVueOIsAXG3Eg0ezqOvIzUVZEbyCoHdloUc4RSRbGwLsOpk9wDqEABRrAO9ku27JFKH2Z7AUb1rSJTu7mry8cTzI22ribKkb6YKciH1Z3UAW7sFDkxnxjOAYAOxca1/vFix17hZ+5cvQz6Cs/U+Un0z355EShckHuaSEvx4MsbUhwBVLY+w84SZl5T+BDyQUPKrFjhM+fr2hmsau4sZsgpFninr84aiJVhQrnqE/Zcs/uFkcNk8VJY2HSw1THriYeeFr8XuWFWu4k8COB/x5b3nWfPrRBCPrJtXH2d+1Hi3ZfqqJUzZaejX+vLucJeVJ6jvUPL+Lkj3N2ZVP/dMkulgIHAOArWGjWDGE5Uz+wxnSDxLSREprynURLx8J8sbxIJcujrOvyU3SmvzXL27ar40mFe7aXMVLh4M55Zrni12hehAxTc1s3LE6+7yjctU7BlW6oxrl/twuMuQ7FylNTCvG/PD1eLQ82lAWGVMKpIRHtldMeAenyHjeE6qS7CLQ9Uq6D0X2bL5oUvDwjgo8LknAAz3xfLPMBCe6Vfrimd9hV/xESYkKjkcuPYE9wH3AMqAT+DXwB2CoUuYzQCN2G8crgbXpjmAe4DHsTmK/S3cEqwSeAKqAb+fQEaz4SAtfT7rwy4rO9GhKDvvnaaJOURF1/dEAr9SGuHBhnMOtrlMT+FRHF00K/G6LV2pDHIl4+OSl3VQFCl04IAm2r6Vv4W0FPm4mrmg9UrgQo4KWR9PyD50DuaxSFYK+FcSTrXhci5CYLKj4W5o6niVVIgkOKUsQGVB5em+YT17aPW4TmUDXSwyWXwtKboWBocgawEKMkZJpSTsBoTeqcvXyBBuPTTaeJNjf4uXqs0YaGSGTqPEmzBJoxzoRufwKPwnsNAzjOuAI4AEeNgzjuvRfA7AKuyn8VcAduq7XALcAe4H3AD9IG4QvA48AtwP/XeiLmQzugQNoyc4zpvBrJthc5+e5Q2WcPz9BfaeWkwsjHwYTCqqQtPa5+NWGebzZ6CvoAkwA3v7dU5LMyBVXrB4rSxpybcRDmdekIQd3V8CzFFXxYsoBhBAoQkMRLhZW3IhSYinOu5t8bGscv4mMkCkCHc/ndDz3wH48AwewhG/MWNXLR4IcbvfyjrNibDw2lWpzye4x3ECBWdIjIJdf4i7sSRsgBVwM3KDr+gZd159K9wy+ktPN318GLh+2bRXwGrBy2LYLgWZd1wMFvJZJ4e/egCU8Z1Th13SyvdHH2v1hzqlO0NKjTJhfPVmG0gw9muTPe8p5dEcFAwVsliKwCHRk781bKJRUD2oqM+BsWnCsw01NjvIPQd+5pMwBvK6lp7YJoaKpIeaXv4fSSSG1ReOe3VfGyZ7xnRH+nk0Ic4I7dCtBqH1N+m4+e+D3QKuHV9N3om822EWHk0fQ0Kll7X3gjs68oGAuTGgADMPYYxjGCV3XbwbCwJ+A+9J3BHuAj6e3R4D5wMb046FtEjg6altX+t9woS8oH7RYI+605rpD4dnT5OXPe8KcXZmka0BMws+aP/1xBbdqcbDNwy/Xz+NIe+H0hHy924pa6emKZheAO9njIp5S8Hsmvq3RlAA+9yLiqRZUZXSmjcDnXkR12apCDXnKnG4iUzmBAKBFsH38YHyg6xXUVHe6TX0m7f0qT+4qZ2FZirY+dUoxqCEkggOtmRlNihXLS1plpsjpF6nr+u3AZcBXDMOQwFCe0w7gAqAH2wW0H3uVX5feNg/7DuLW9OMe4BxgA/Bv6cejz3UncCeAYRhUV08ueKVp2oSvFUdWn9GFX8XkYKuHJ3aVs7g8RSwp6IxOn5FNmAogkVLwwLYqrjl7gPef34trijcfApPq2GZYdsukjzHe91L0tSCFijIq3mLLP0saO3NZ/dtpn6rIkqIoBFJahHznkkz10TO4N/8LKAIpS9CTbiLz2SuzN5Gx3XC78JR9BtwVmTtEmxFH1yO1EGoqU5UznhI8sqMCVYF5QcmepkK5wiS7mwNcuTTz7qQyvgMWFT9uNBVyCQKfBdxqGMbH048/B5QZhvFr4J3AJqAlvY+h6/r1wANAGbZxGHIN1QLbgcXAYSBoGEbGzGsYxl3YAWUAOdmmLhM1hFGS3VR1vGk3hZ6i7HN7v0p/QqXca1LmNVHP8Nyq2oibR9+qYEHIRAhByzTq+JxGMJAQeDWTTXUBaiNu9Mu6WVQ2tc9aNL9Au+/arI3ac2G872VF9yFU4UbIkZNJbcTDgpBJa99Ek5Yg5FtJItWOx7Uo+x5CwZImlaErSJl9DMRLo52hlHCozcMbxwJcP2YTGUny4N301Hwh48XlTQ/gQkGmMvtRSAlP7Q4T6de4ZkWcjcfGr0HID8HxDo1YUuB1jbxDk+1b6AjeUMBz5U5NTU1O++XyLf4CcImu6xvSj+8CPqzr+t9jB4WfASzgi7qubwGeMwyjSdf11cCjwN8D9xiGEdd1/S7AAL4LfC+fCyo0dsm2nHIz6p0nvTy1u/yUb1YgCXoswj6TsNf+K/eZhL3pbT6TgNvKuVXebKOu08XD2yuo8pt4XZLjORYtFYtYSkUg6Yup/PaNat53fh/vXD4w6fdfyBS+rg1EK99T0HEKK44Wb0YqI1fusaTgRLeLi2uSEwri+dyL0NQA8eRJPK75Y+6nCBXLSjEvfB2prgHiefSXLh52POD5wyGWVCRZXpnpahOAe/AIarwd0zPv1HZP/27c0aOYShBVZvr+1x8LsK/Fx9Vnxdg06YyfsbGk4FC7h0trRiYJKGYfwowi1Yk7GM4UQpZ2vqpsamqa1AvHW2kJK05V3Y+QqOMKRE3Epjo/z+4Ps6wiiRC2y8GjgSntH+5gQtAfVzIKTFQhKfOap42Ez6J8xGMTrybHTY0rRU50u7hvayUBj6Q6YHG4rbQyTgJui4GEwvLKOLde2k25b3KFA5ZwE1nxnUm10xzre+kaPEJF071Ywj2iVeGBVg8Pb6/k4poEe5vGj2fMD78br3sBUppo6sT5FVKmsKRJU+ezpMaplp1ONEXidUm+dl07QU/m5yOBpGcJ3Uu/CoAwY1Q2/BQhU1nTuGvb3TywrZJz5yep79AKlH6cOarz5yf53FWZulF9VR8iWvGuIpxzfNJ3ABPOIGdk9NPb+yaKFcPKoreSC1LaqWSv1IZYWZ2gO6oQGRh7slOQ+D0mfk0S9IKq2jLIsaRGR4eLgYTIyO5wq/YdQ7nXpMxnDbuTMKnwm1T4zJIyEC29Gg9sq8TnkiwsM9nfPP3NXCZiIK0n1Njt5lfr5/F3F/fwtpr8UzsVmcDXs41oeeGCqe7okADcyJVvbcSDS5XURcY3Norw4vcsJZpswO8+O6dzCqGhIFhYcSNNHeuwJuiROx2kLMFgAh7fWcE/vqMj405NAO74CbRYIynvUgKdL6CYfVgZAW/oGlR5fGcF1UGT3qgo0uRvj+poxEXCBPeoj8nXu3VGDECunHkGQFr4uydf+GVJWLe/jM31AS5cGKehU6U/Mf7baCHoj2v0x6FtjBsOl2IRcFv43RK/25bdiacE3TEXJ3ttffzhLAgluXxxlLfVRCnzzqz4VHu/yn1bK9EUyVmVJrtOlt7kP0QqnfnhcUmMnRUcaoty8yXdeQeIA53PEQ2/A0RhJhW7AYzdWW04RyMeasIp6jvHv5sK+lYghEK+aY1CqGhKkAXl76G560WYQm+HQmFJON7h5qXDQd53fuadiQTKWg16F34aX88mLCWY0eM3mW7raElYXG6y80RxxQNTluBIu5eLFo78/NRkpy1lMYm7xengjAtXegb2o6a6JlX4ZVrw5K5yNtcHuGxJnGMR14STf64kLYXumEZTr4vaiIsj7S4aujTa+9X05C/xahaV/hQ14SSmVPjrwTL+++X53L+1kp0nvSSKKIw2Fp2DKvdtrQIE5y0o7cl/OANxBbdqsqvJx6u1uXerGkKxYnj6CtQBSpposQYkIyeJrqhKZECjKjDxpGwHfzvwuZZMYgACr3thCaWHCgSS146GONSWOXELQEtGCDc/iBSujC5fUsLTe8O09Gq8fVmi6JN/+qzsbsosChNIPP2lkW2VjTPOAPgmWfiVMG3tkt1NPt5xVox9TS5iBa5oHR9BLKXQOajR1OMi0m8HN+eFLFr6XDy5q4IfvTSfP+0Kc6zDPS2NU3pjCvdtqSRhCi5alGR7w+yY/IdImCog2XAskLXD00QEO9YVRPNFi7egyESGANzRiP1+9kbHN+we1zzcWjkJsxMxiZXm6fTQlZQHLsn79cVAItAUyRO7yumKZl6TxO4ZIIU7oyPdlno/O0/6uXJZnI3Hp0c2HARH2t1Zex34ut+YpjHkzxllALRYA+5Yfd6FX0MNyw+3e7hmeZTtjZ6CFJFMFYmgrU89VfxUFbDY2+Lj3i1V/M8r83nhUIj2/uLcevbHFe7bUsVAQuHyJQm21k/XD63Q2OLXa/eX5z2Xq+YA7oEDUx6BK5YuABslAFcb8RB0W9R1jv99DfnOxbKSuJR54+43HkPpoRXBywl4l0/6OIUkZQmSKcFjOzKbyNhChVqG66eu0+43sKI6wb5mV06V04UiYQqOdmT+DlyJ5pIVh5v5WWwa8Xe/kXfhV19c4Z7NVZzodvHOc+JsPu7FnISEcbFJmArNvRpJUxBwm3hd8PrRAD9/fT6/faOKzXX+gkkjDCYE92+tpDuqctVZCTaN0Tx7tmBJe/V2MIu7YTzs5vFTl4p2xeqwhGuEU9KScCzioaY8dSpukQ0hXAS8ZxFPteBxlU9pHIpQsWSKeWXXjptGOp2YUnCyx8VfDmY2kRGjpNt7YwqP7aig3GeRMhWiyen2u0t2ZdEGEjKFK63yWmqcMQZASXbh6d+LJXLv+NU5qHL3pio6BjVWLY+z4ahnVojGDSRUWvtUJFDpTzGYVFm7P8yPX1rAw9sr2NfinbAt31jEkoI/bqukfUDj6uWxKSgplhaKkKzdFyaZx/siANXswTVYO/kTS3lKAXQ4zb0ag0mFkHf8lWPQezaKcGGN0/IwHxShIZEsKH8vmpp/bKQYCCRb6gPsaRp7oTHUXzpuKqyoTtHQNTPFh4da3Rmy5BLwdb0+A+OZmDPGAPjzLPxq7dO4e1MVg0mFq5YleONYft2CSgNB56BG16CKKiTzQyZ1nW4e3VHBj19ewDN7y2jscuV8d5ow4aHtFTT1urhmeWYT99mMJQU9MZXXjwXzep3dPP7Pkz6vkupGNXvTRzpNbVr++WTX+O9vyHcuSbMHn3vpuPvlNSahoQgtrR468wZ+qKn8U3vKx3RprttfRmO3m6vPiqVF3maGeErheOfIWJjdWe74zAxoAs4IAyCsGN7erVhKbh2/Grtc/GFzFRLBxYuSbJq2QFLxMKXdxzSaVPBoJuU+ix0n/Px+UzX/+9o8XqkN0jU49i1zyoRHtldS3+nm2hVx3phDk/8QAsnrR4N0jvM+ZL4GtFQHWqxxUucccg2M1q6vjXioDo4v/+DSyvG4qkmk2gou82ynhwZYUPFeSmGaMKXAknYr0NHZbtsbfWxtCHD5kngJuCMle5ozi/AUGUdJtM/AeMZn5j/ZacAu/IojctD8qW13c9/WSrya5Jzq1IyuJopFPKXS3KuRsgRlnhSqInjpcIj/eXU+f9hcyfZGH7FhyoymZRfm1EY8XLsixhuzxBWWLxK7U9Wz+/MTqbXvAp6a1Dld0XokKgqnfU8JExq63CwsM8d9n4e6fqlKFnG0giDwuuYzr+zaIh0/P0xL0N6v8vS+8Km71pPdLtbss6vxj7RpOfeXLh6CAy3Zs/D83aXXKnLuGwBp4u/eaK/+J2hpuLfZy4NvVlLus5hXZs2anPap0BvXaOu30yHnBVN0DrpYvaecH720gMffKudwm4c/7SrnQKuXa86Osum4d45M/oKw/2KWzdPxuE5nz1hScKjNkzX/fOwjgZZoQY235D0KuwBs5PesrtODadluj7HPqRD0riCeasWjVeV93lwYSg8N+lZQHri0KOeYDLtO+niz0cdAXOGRHRX43RaaIukvUq+JfBlMKlkb93gG9s/AaMZnzhuA04Vf47Otwcfjb5WzsMwWMTvcWlo6NsVH0N6v0Ruz5RLmBU0Ot3v445uV7G62hbS2NninNa2uWKiKj4UVN1IZugJFuKkuu3rE84qQrMkzIAwQalud1/7CjKIlWjMM6tGIG1VI6jrGntD8nmWoioeUNYgooibI6fTQSwl6VxTtPLljG8a1+8P88c0K+hMKFyxMcayjlBZrY7iBzAFEqrSk5+e8AZio45eU8NrRAE/vLefsqhRJU+bUdm8uk7LslNJ4SsHnMrloUYIdjZ6STH/NF79nKYur/g6Pq5r+6EGktHBrlQQ8Z5/ax5KC7qjKhuO5B4QF4Io3oCQ6c36NK9aAQCKskRk8tREPi8ImPbGxM1lC6a5fPlfhgr9jMaQeWl12Ld4SSA81pUAAJ3vcrDorxpa6Upr8AQT7WjwZyRWCIRXi0mFOGwAtWo8r1jBm4ZeU8NzBEC8cKuNvFsTp7Be09Z/Zk/9ookmVfc1ukrN88heoVIWuZkH5ezGtQaLJRoK+v0FRNKS0qAxdyfCfg0DyWm0waxXqeITac78LcMXqkYgRvWv7YgqtfS7mBce+/dDUID7PUNev6YlRKYqGxGJB+d/iUjNz8qeblCVYVplkS31pJiP0xxVO9mTOJb6+HTMwmrGZ0wbA3zN24Zdpweo9YTYcD3JJTZyGTm1aWhY6TD9urYKaqo9Q5j+fgfgxQCPgPu3OEEJBUwOU+c8/tU0iMCWsyyMgbKf71aIkMxrdZcX2/4+cwGvTlaTZ+swOEfKuREoLRYzfTL3QKEJDCIWFFTeURHpoQ6crQ2q9dJDsacn8fJRUN1iFqdkoBHPXAMQiYxZ+JU14/K0Kdpzwc+XSGIdaXQxOe9Wgw3RQ5vsbaio/jKp46I8dwO8+G7eWWeAkpUVF4FIU4R62TXCg1ZN3X+FgZM3EO0kTV6wxQwDuaMSNz2VxvGOsxYgg6DuHeKodr2thXuMqBEJoqOn0UDGHp49CsK85mxtIFk5EsADM2U9QtLxk/ztKXjeeEjz4ZiX7W72sWh5j10lPuoesw1xCUbwsKL+BqrJ3EE+1kTJ7CHovSEsmZyKEghAuyoNvG3kcIVmzr5xUjirJAjvxQJjjB/u0eBNCJmFY+qeUtvzz4nJzzO+kz12DpgYwrd6iBn/Hx04PrQ6/c4bOPxuw40jZurj5SygOkEtPYA9wH7AM6AQ+CfwKu/n7WsMwvpPe5zHgbOB3hmH8Xtf1SuAJoAr4tmEYa3RdXwE8BPiAOw3D2FaEa0KYMWjfgKX4R3T8GkjYMgbNvS7eucJOaZwLWS0OI/G5a5hX9k6E4qI/dgifezmqktsqvsx3Pr0DB0mlRcYsKegcVHnjeIB3j9mrdiQCSTCyjr4FnxxznyEBOGXYAqWtX6MvrnKeb+x6lZDvXEwrhkdbnNNYisGp9FDvcpKpProHSmdFWwyEcBHwnEU8FSGZ6s7jlbYbaGFZ74itWqINpFWwXhJTIZcRfBLYaRjGddg9gL8FeIGrgDt0Xa8BbgH2Au8BfpA2CF8GHgFuB/47faxvAt9O//1n4S5jJN7ebQgzNqLwqzuq8IdN1bT2ubh2ud0Y2pn85xYChcrgVSysuBFLJogm6gl4zst58rdX1ILKsitGHVfyam2InmjuP1hv386Mu8/huKL1WMI9wj1Z22771Vt7sn8vVcWL37OEeKoZTZ1e//9ohFCQ0qQi+DaC3nNmdCzFQlNDVIbezrLqW5kXvpb54evyPsbe5szKZIE5Nf2oApLLN3oX9kQOkMIufHwFeBvwMnA59t3AK8Aq4DVg5bBtFwLNuq4H0q9ZD1QAEzctnSyKC+muPFX41d5vi7r1xhWuPjvOhmNzs5L1TMalhllU+WHCgQsZiNchpSTgOSdvN4kQCgHP2biHFVdJBCkL1h3MJyBs4Y88n/1JKe0A8KjstNoON5V+k6be7JloQe85aRdWaSQriFPpodfMSDyiWHjdi1hQ/l6WVN1Mme884ql2EqkIbq0yT5VUQceAmqFfJAF/d2mIw01oAAzD2GMYxgld128GwthOywgwH9iY3hZOb5PA0VHbutL/htPnU4A6oGhR12h4FQRtTfOmHo0/bK4iaSlctiQ5S0XdHMYj5DuXmqqPoKl++mIH8LuX4p6CNLKUFtVlbx+1DfY1e/MqOPL3bs2a8aGmOlHNPoYLwKVMqOvwsDBsjnlnGjzV9Wvm3D+jOZ0e+h5can4SGqWEQCPkO4/FVX/Hoor34XHNYzBxnFiqHa+rBrdWjZQW5cGL8z723lHZQAK7BqQUyGkpoev67cBlwFeAr2K7gPZjr/LrgB5gHvbdwq3pxz3AOcAG4N/SjzuB89LbsobVdF2/E7gTwDAMqqurJ3VhoktwvMPNQ9srbF2feSm21M186ppD4VCEh+qyawh4lxFPtiFFkpD3gikfVwgFj2s+PvcSookTQ1tRhOSZveV8/fo21BzunQUm1bEtsOzmU9s0TaNC67DHP0wArqHbrrXwjvGL9Ljm49bCDMSPjLg7KQVsCekUCytuoLN/B9F4U0k0mM8FTQkQ8p9PyHcuquIhaXan3+NFBDwjK5+FUPC5FqMpwVMxoomR7G328d6VfSO2KjJJtS8KgeIX8o1HLkHgs4BbDcP4ePrx9vRjQ9f164EHgDLgAk67hmqB7cBi4DAQNAxjQNf12vQ5a4DejJMBhmHcBdyVfigjkcikLizSEMXYVknYZzE/ZLKjsdSqBR2mgte1kHnh61AVD32xQ/jdZ6EqhVOClNKiquwqTkROMrRSt6QgMqCyqS7AdStyDAg3P0+7bxWk3T3V1dXE2/fiRUUMywCqjXgQQnK8I7tlsbt+JXApM1+Jmw0hNBTFw/zwu5DSIp6MMBg/QTRxkkSqa6aHl4HXNZ8y/wX4PfYEHEu2YMlBfO6zCHjGv3sMBy6goy/X/BVBa59K56BKpX9kcV/8+DP0LbxtMsOfkJqampz2yyUG8AXgEl3XN+i6vgF7BV+u6/oW4E3DMJqA1cANwGbgfsMw4tiT+DeAV4EfpY/1M+DXwFPAf+R6Mfly4MABHnu9k3lBk7DX5ECLM/nPHRQqglewsOJ9SFIMJo4R9JxX0Mkf7NWeSy0j5Fs5cjuSl46E6IvlFhAWMomve+OIba5YPdboArB2N4vKzKyS3Eq661cs1YLbVbpuFkW4MK0ESbMLVfVSGbqCxVUfZWn1J6gOXYPfsxSRZzvWQmIL6J1DTeVNLKr8IF73QgYT9cQTzXhdiwh4VuYkqx30rcz7Ova2+DK2eQYP5XWMYiBkifaqTCObmpryftHOnTs5vGcjwozR3FsaATOHqaOpIeaHr8fjqhtUUo0AACAASURBVGYwXo+qhvBolUU7n5QWlkzQGHkKOSyjTCC5pCaOflluK1tLuIms+C4IhepyH8qb/4yp+E/pUw0mBD98cQGXLkmw80SmmzLkO4/qslUMxo/j95RGv95ckFKSMvuQJNHUMhThQkqTWKKNwcQJovGTJM2sjoCCoio+ynznE/LbC4Wk2UM82YpbXTBpg9rRu5Xe6MEc95bUhE3+zzvbR22FjrO+hVUEo56+A5gw2DnziahF4LLLLqNi4bnO5D+HCHpXsLjyJlxqiL7YAbzuJUWd/MG+C1AVL2H/RSO2S2B3kzej89NYKDKBtyftMuiz0/+GC8Ad7bCz0uJjpP+HfCtJmj14C9j1azoQQuDSynBrVfbdgRknYXbh0kJUhd7OkuqbWVL1cSpDb8fnril4ZbHHVc288PUsrb6VcOASkmY3/fFaVOEj6D1v0pO/lJJw4EJyTyYRNPXYSrsjt4KvZ2P2l0wTc9IAADNYJelQSBThYl74euaFryNp9RBPtRLyXoAipke6w/6xX4SqDL+FtwPCa/aGM/q/jkWw8zmQFqLvaIYAXG3Eg0ezqItkuh/s1MOhrl+ze0Gjqh48WjWaGkRKi0SqG0mSMt95LKy4kWXzP8WC8vcS8p2Hpkw2S1wh4F3OosoPUVP5YfzuxUQTDcQSJ/FoCwh6VqLkWBcyFkIINDWI35NfNta+LG4g7wzLQszub5TDnMbjms/88HWoip/+2BF8riWo7sllhU0WIQRIlcrg5bT3nl6tWVLQ1q+xtcHPNWdnlxofjmJF8fTv5v9v78yD4zzv+/553mPvEwuAIECAh0hKPCWZpGxZlqlYcutDiWPH2TaH23TSyjNtp9NM0qZ147RJm07aTieddJLabhs7TeI4rw/ZlmxLsUVKtkSJoiSLt0iCFE/cwALYe/d936d/vLu4b2IX1/uZ2QH33Xd3nyUWv+/7/E5ynUjFO1Yk5rR/8NAWtbg2OF0Awv6dztQvUdvdTr0RQsGjjQdbTSuPLbN49cRYYLZkpsgV75Av3qFQ7mPq3OSJKIqPiH+3Ix5qANNKkyleQVcaCUxo9b1cSGkTC+4nV7w9/8nOMzjT7efhbZOTBxRrFGEXpzUFrBeuALisQgSx4EFiwQNYdo5s8QpB7+4V3dUFffcwnD1P2Rrv9CmQ/PBShAObC4S8828FQgPPgl1ETuikOZhVGc5r7GgswuDk8wUqQd92CmYPfs/ic//v2EWCQiW2BnYOmurH6RADtrQwK7GBaGAvseB+bLtEvtTlCELpDlZFQD1aA5HAfYR82xFCpVjuo2Dewa93EPLuqtl6q6nCHi2+wCwnwe2URraoEJzwXRGAb/RN8rGVGbu5+r8ZLhsKTQ3RFPkAPk8z+dItFOEn5Lt3/ifWkGrvm0TkCD2pH40dlwjKluS5dyJ8+v75e8SoYw3ixv/sOgccMRjKThe3gM+Z+mWX84te84As85ydQkfwUbWBpmUeGl9LFKHi0Zw5x04gOYcts/g8LQR92wAolgeQ0sbnacaWZfJlJ13Xr7fjFfVJlZVSEgvuo2/k5YWdj+BCn48j7ZN3jL6R11wBcFkYfk/r2DSokpmiZA5RMkeYpa5uVaMIL169AY+WwKs7N00NYdsl0oWLBL27Vo3fWwgFv6cVn76JQrl37LgE3r7j56GOLB3xufu8S5wrPkWO9wi6Ougl6rNmnELn/J4z+PSORa3VlpKXrRG8KEgk37eG+Kgap1msvXRox98eAJxqWtsuY9qjKIoOKGQKV9CUBgKexf0fLdfaAt5tKMob2HP0fRpHcqYrME0AtPIgSAvqFNea9N51f0eXJaGrURrChwl427DsQmU4h/Prk9KiZI5UxCBFqez8XE3VmIrw4NETeLUGvHoCj55AV8f78ptWBtNOUzT7UBXfslT0LjfOLuAh7gxO7PfvBIS/cy7GP/tAP8ocXioBSKEipFMQZNlwbdDD9oTJSO/kP35NDeP3tJAtXiXoXVyztQsyxwAmB9UAZ6wcOoIfWKk1KwITURQdjzJeCT3xO7QSCKEQDdxHKrOQYK7gxpBGvizw63LCURtP5iKl8OLbTNwtrgCschThJR66n7B/N1KaZApX8GgtqJoP2y4522MKKEIn4N0yqXCpbGXGxKBkDlEqpxZRwr50hNArhr5xzOjr2vgYQdPKYtqjlMwBFKGhKVE0NYymLnwG70rgBC7jBH3byRbeHTtuS0FvWuPUzQDv3Tp3QLhq/AHujOgUTYWAd3pw0wn+2ijK4rp+ZqTFG3aGVsXDBctZSxm5rkRgNSGlJOy/l1TmDAvZhdtS8E6fjwfbJrv1AiMvuwLgMhGFSOBeYsH7UYTm+MMVHyHfeGBLUTx4pqS0SWlj2lls2/mCefWGSgWmc2lq2aVpO4WSOcxSXUhVY+8YeseNM9XYW3aabHEQRSioShxdDaOptWsGW0uc+cHvIVe4gZzwfyaE5G8vhdnfUpgU5JuLK/1eQHJraOq2QRDy3UPR7MOnLbzLppSSE7YTPA0IwcSygoki8BE1ziZXBJYFIQSq8BLybSdTuLqAZzhuoKkCoBfvOClhdU50WJcCUCraSLl2SxwC3nYaQofQtQjFci+mzBLwbF9QFozTwiAME7bGTiAtj2VnkZhoqg+fvgsRqLqQnJzs8Z3CzC4kIbRKXrpj7B03TmRsXaadw7JGyRUHQShoSmzM2K+XNnxCKGgiSDhwH6O5C2PHpRSUTHj+UoRPHVzY0JCrg142hS1605P9/wFvG5oaoGDewScWLgDXZZGbssg+1c95a3rgeKoItLgisCw4XUL3LVAABNcGdYqmwKtNcANJE7VwC8tf31jGuhSAy+cLFFIHSYQDpPNXVmUzqpnwaHEawofxezZTtkbJFC4R8N6DV2y6q9d1Amn+SqrdONNdSG2E/eP+ZtPKUCynkLJUMfbRCTuJPKY1Sr40VDH2UXQ1gqav7KCSeuDMDz5IJt85SSQl8NZtJyC8JTZ3QLhQFtwe1tnfWpo2NjDk24Vl5/FpWxa8ppK0edUepUFoXLNmD0hWReA5VwSWDeeiKzYtQWA2LFtwud/Lgc3jvycJBId/zKj/V2u40ums3cvkOWjt8KBpZcL+XbQlfpbWho8tqYFTvVAVP42Rh2lteBKP1kCmcBmBRsh3b02zYBTFg0eP4dNb8GgJVMWHlDZlywnGWnYOrx7H721FViZs5UrXKZZTlQyeTQS82wl4tuLRYrPO211vVOcHx0P3T31kLCBsz9Ni690hD7YU2PbkXZ2q+Al42yiWe6YJ9lycsjPksWlVPOTnKJgCRwQE8JyVomcVJQqsZRY3K0BypmuyC1QAnvxCdhDLy+q0iHdJQ6NGW0cjN65mKZsZVMVPU+T9JEJHyBSuVXYFQyu9TAQqkcAeYsEDCKGQK11HU0KEfLtXbk1VFxKTsysmt0JwAQj772UkdxHTGg+s21LQParx5i0/Rzpmz9/vHPCiq5J3Bydn/1Snfi3mYqVXlrgoc+xSfJy35q9Khsk7gb+rxtns7gTuCiEUfHormhqa9H2Y5Wyu9OuULdAn/PoVu4BSHsTW6zfvYd1fsulaCE0NYtsmlswQ9u+kLfEkrQ0fJ+zfhVihApmgdxtbGj9BQ/g9lMwB8qVbBDzb8OpNK7Iel8VRdYUlwoemP4bk+Xci5Eqzx2yuDnhpjZpkS5MFIOzfSckcwLfAqV9Ozv8oQRSG7PI81/6Tqe4EnrdSdLs7gWUhFtw3/0mAaYuxIsCJBIZfWe4lzcm6F4AqiqKhq3GEUCu7AmeaVEelV3m9pix5tUY2xz9Cc+yDTlpn8RJevZmAd5vbwG6NIYRCwLt12ndHIiiYgh9ejsz4vFReZSCrkQhOzhby6ZvQtQhlc2jB7rQzMksKk52aj0Gs+Z8whXERGKLLLi76+S6TCfruWeBFpeRM9/RMOG/m7PIvag42jABMxNkVhLCliWlnCPm305b4OK0NTxL231uTXYGqBGiKfIDWxMfQtTCZwiUUxUvIey9iBSoAXZYHZ37wQzM+duqmnzsj0105Vwccd8tIfrLgV6d+ebTNC3rvUWnyUztDu+LhnLkw189MOCIgeN5OuSJwFwghUIRG2L+QHkSCS70ezCkZw4qVQdzF73KxbEgBqKIIDY8WRwiNspVBVTw0Rt5LR9OnaYy8H69+950nhdCIBe9nS+PPE/B1kC1exbRyhHz3un71dYDTFKxprIPlhEdQBHx3hoBw54CXkNfmxtC4OCjCQ6Ay9UvX5q9ulVLysj2KgkAVLOHafzJlJIorAneN0z58DwuZFVCyBNcGJ7uBnOZwr9dmcTOw0KHwvwT8MdAOvA/4C+BG5eFfBm7hjIA8BDxrGMbvJpNJL/A1YBvwBcMwvphMJhuArwMJ4POGYTzDKkGvVKHa0sS0MgR92xx/bDnFaP4y2cI1bDl3at9UQr57iIceRFMD5Et3AJuAZ4fr6llnOMVhhyutgcetvS0Fd0Z0fnrbz6H2fOUYXBvwsiVucrlvPPAa9G2vzDhYmCnvlAW6ZIn9aoBzCwz8zkc1MPy8neLvEKdthVoUr2WEEGgiSMDbTq54c56znaKw3U2TBdefPkW+4bGarXEiC001SOMMd6/yV4Zh/JvqnWQy+TDgAw4Dd5LJ5BeAo8A54NeAa8lk8ivAZ4GvAieBbwCrRgCqVHcFAGUzi6JoNEbeS0P4ENnCDdL5yxTL/XO+hk9vpiF8BK+eoGQOkS3eIeC5Z8OkSW40qplTYf8u0vnLkx5ThBMQ3ttSwK9Lukc1cmWFsG/ytiDs30XZHF5Q47eCtDlpj9IoNK4sk/GvUhWBv7VTfJg4W1wRWDTOrIB9CxAAwTt9HmzJpB5SajkF0oQ6pK0vyCIZhvEsMPHy9/HKkPhvJZNJHefK/zhwEDgGPDjh2PuAl4CdE47tBbqTyeSq7gega0E0NYwtLSw7TdC3ldaGj9KW+DkigT0oU1LnNDVEc/Qomxs+gqr6yRQuoSpBgt5drvFf50hpEw89MC1905aCXFnwo0pAuLPfMah3UuN/8U51dQNFs39Bk85et9MUkTQrOrVw1pSRqAh+aKe47bqDFk3VLehZwMjSQlnh+pTRogKJN12fYPBSJKYb+LJhGH+aTCZ/D/gkEAVuAs3Aicr9KDAAtABXpxxLVX5GgUkjcpLJ5FPAUwCGYdDYuDQ/vCJ6lvS8mV9LRVGdXYFp5lCESiJ8hIbQe5xdQeEqfs9mooE9SGyyxavoSmLF+9i71A8hFFThIxbcP2NnyNdv+DncnqVz0EtTaHL7h7B/F1Ka6Mr8mWhddpHLMs99qp8LM7R7WC5KlZ3AD92dwJKQUhIL7adv+MfzncnZniA7EpPTcCPZk8gdH67dAissWgAMw7gEXKrcfQvYA4zguIAu4FzlX68cawJOA79QuT8C3AO8DPxW5f7U1/8STjwBQA4MDCx2iYCTH10LNM1pdSClRdlOE/C1E/LvQEpJvnwbgbLo9r0u6wMpJZHAXkZzl7DsicZZIITk22dj9KQ19rSU6c+olUdUQr7tFMq98079MiuB3zAK3Vbtr8ynuoPaXRFYMEIIAp4OVMU/5bsw7UwudHv42b2T3UBkbzPQ3wdL9By0trYu6LxFv3oymfxMMpn8Z5W7j+CIwZvAQ4ZhdAKPAj+tHNsD9OO4hjorx9oq7xsyDCPLGkUIFY8aQxE6ZTNLoXwTv962pNF9LusDIQQClYbwg9MeqwaELdvJ2qkS9G1FUTzYcv6BIqftDKNYbFd9jNRpANBEd9At1x20SASRwH3znpUtKdwenpx6LrDQ8+/O8ozlYyny8k3gY8lk8iTQCnwXeA2IVY69YRhGF/A08Hjlsa8YhlHEubL/DeBF4A/vfvmrA10L4vdsdf38LgAEvfegq7FpxxUh0RTJ9YHx74kz9SuNX5+aRjqZlDQ5LbNsVbzLlvWzUCaKwM0FTb5a+0gpKUqbEWnSK0vctAsU5eJFN+LfjWC+uI7kTHdgyhFQSnMnmywHQtbIVbJMyK6uriU98cwbZW5cXbMbDJc1jJQ2hXLPpPnBVRIBk8Gc43nV1DDtjZ+cd+qXlJJnrSGGMWlSdG7bK9O2QUdgIXlCidGh+FZkDUvFlJIiNnlsCtKmgHMrSudYEZu8tCkixx6bahnjaHxCTaAtMo27f+QEmULnHGdIIj7Jv/qZ3knjAIZbPkMptHdR71Wl4gKad6Hrshmci8tKMjY/2NNCoTQ5GaFq/KEa/LVRlLknoV2SeXopc0ANcLbOV/8TqcYEfmQP8zgxtq6gCJhSksFyjPUEgz79347hn6tLkheBVyh4hcAvFCKoaJVCPhsoSotR2yaFyQl7lA+q0QWv0wkG75tHAASjBaeJYGvUnOO85ccVABeXGiClTSJ8ZMr84IkIwmNTv2af95CTFq/baTYJnXdW0PhXcUQAXqijCOSlzaAsM4Tp/JQmw5gzmnQNMWbQPUIQFwoaGpoQSCSmhJxtUUJSoioQkmJ1VOc8DpHLMs9m28OuBVbxCyHQ1Sg+z2YKpe45zpSc6QnQGh1d0OsuF64AuLjUgOr84JBvB5nCtWmPB7xbUFU/+fJtfPrsU79es9OYSGKKSq+1uEr0WlGGMRH4EDG2LZMI2FIyisWQLDMoTQZxjH1uQsA7gEJUUdkpnPfMSYu8LSlX3DglJCaSbNVfv8webgV42R6hUejEF1io5QwQ2kf3nAIA57t9/N3do3WdCrkuBeDVm2mO96bZI/2L9te5uCwXUtrEw06tiJzS4iHsd6Z++fXZp37dsotckwX2qH4u1jDnfylMFIHHlyACZWkzhMmQdK7qB6VJCnPsul4AUaHSqGj4hUJJSgbtMmlscrbN5LrU+mEDKnDMHuYTysLiAUIo+DytaGoY00rPdhapnEpfRmNTuH5uoHUpANeHC5wcHuUSWR5TYzSuUM9/l42NMz84QCRwHyO582PHVSWA39NKrnSdoHfHjM8tS5tX7BGiQuVWHXL+l8LUncD2GURASkkO2zH0OIZ+SJYZmSCIHgQxodGheNBRGLXLpKTFcOW22rBwsrIWEw+QUhIL7mNg9LW5zuJct59N4dlEYvlZlwLwSwebOD9Q4lJ3hu9agxxSQhwQQRR3N+BSZ5wg4EHS+U5s6RjysN/pCzW1lchE3rIzZLA5oPo5a66uq/+JVEXgmD3MY0SJC23MyA/i/CxM8MOEUIgqGpuEjgQGLEcM+mSZvtVn6+dksfGAkG8HQ+m3Js2RnsrZHj+P73YF4K5pDHo4i8SP4JSd4RZFHlNjhNze+y51RAgBUiMeup/BtNPmN+TbSdHsx6fPXK05KMuckzl2KF7OrWLjX6UqAsft8cJ+FYgKjRbFg1coFLAYtEwy2GRWKI11uVlMPMDpAKwRDuxiJHt+trMYyKgMZlUSwfqo4bqvXMojUYF+ynzLGqBzzrJsF5faEPbvRlND+Dwt6FqYspWasXDQlpKfWCP4UMjJmTNdViNlICwU7lP9NKOjAkPS5Lpd5JKV54ZVIlOn6uV6Uf00x+xhzAXUU0kpiQbmnxVwtqd+c0LWvQCA47OzcFLEXrRHOG4NL6mqz2X9IKUkJU3etQuUavxdGJ8ffLgy9auIV5v56v+CzDGAyS7VR88q9H/PRVravGPl6aPM+rjGn5+J8YD5EEKgKgEC3rlafjtxgHqxbl1AM5HDRkdwTRbosUocVaK0ug2uNgRSSkaw6JalsVu+cg3nQXBACbJPBPDUqJ2HMz+4Aylt8uVbBDxbp52TkRZv2hk2C50LqyDn32XhLDQe4LQN30+ueGOWMwQ9oxrD+fpcm28oAQDGKgItJN+3UxyUQQ4pIVQ3QLyukFKSxqJrgsGv5pP7UWhSdIJCod8qYwrJm3aGc2TZX0MhkNKuuH2muwuklJywR7GRBBWF7rV18b/hWWg8wKkPSeDREpTMwVnPO9/jZ9/2Gix0ChtOAKoUkPgQnJFZ7lhOgHihhR0uq5O0NOmWpTGjn60YfB8KTYrGVqEyYpv0yDI3J3a2rNhjv1BqKgRCKBTLfTM2frsui9yURfapfs6vspx/l/mp1ge8YKf4eaVxzvqA6i6gd/il2c7gXLeffbVY6BQ2tMUrIBHAKBbftgZ4SAmzVwRW9czenHSualUEHgQeoeBB4MX5uZFSXTNy3KXTJUtkKrnlPgSNik67UElXDP6tBWSeVHPOaykEXr152rGStHnVHqVBaFyzNka3zfWIhfMdmq8+wOkV1Y6qBLDsmVx9glvDGplsAc/cbaLumg0tAOBc/JWRBFB41U5zSxT5oBIlsIrSRU0puSmLXJF5bsvinJkhelUYUPDOIBAeUTleue+tPF69v5rFLysn+/BHKwbfO2bwPWMG/246Zs4kBAeUIHtr5Bp6w86Qx2aH4qt7q2eX5Wdh8QBBNHgfQ+m3ZnkUOm/2sXf2NlHLwoYXgCo5bFSgS5b4pjXAo0p02XqcLAUpJX2UuWLnuSYLlCoitVP1Ucam3zLREOgIvIpAQyAQSJz4hoXElJJRTMpSUkI68Y95stVmEg8PCjrOe+hCjL3vpJ+Tjjvnq3BXgpKbYvCr1aOeisFvFR6ytnPOHbvEnSW/08wMSwuBIwRv2BnO1kAI+mSJCzLHTtXHedf4rwsWGg8I+3aTSp+e1iYEQCLwJXbXcJUOrgBMoPprUCotb++Vft6nhNHrOOglLS06ZZ4rdp5RLFRgi+IlIBSuWnmuzOQiWEQWo4KzS3AMtLNb8CoKWiU32WZcQErSJoekLJ0GWyYSe5GJ6dOEAoEmpgqIMiYgGoJhadIlSwxjjr1Gk6KxWXjIS4suu+TcFreUJSEZFwLfMguBk/M/ShCFlDVXw2KXtcRC4gFCCITwEPLvIJ2/Uvc1VlmQACSTyV8C/hhoB6qTvQ4BzxqG8bvJZNILfA3YBnzBMIwvJpPJBuDrQAL4vGEYzySTyR3AXwJ+4CnDME4t9wdaDvLYeHD6sHdbJR5TozTPUbZ/t5SkzXVZ4Ios0F0pE28WOu2KhztWkRvLOIrPBqf97URzs8g0eEdEQEVBRaDg1Fh4KjsRFQEChHRe2kaOC4uU5JFkKjuUqrBYE5ajIWgSGi2KnwI2XVaRLrtM1wo1AANHCEZmEIKDSpA9SxSCszJLCpODWoAzpnv1v55YSDzA6Q+0f/ULAJAGLlf+/T6cAfCHgTvJZPILwFHgHPBrwLVkMvkV4LPAV4GTwDeAZ4DfBj6PIwD/EfjIcnyIWlD1IBexecYa4kElxAPL2E/IlpJuWeKKzHNdFjGRhIXKfaqfjG1xR5boWyXtf6fiiEj1X1MeuAscIQGJpFuW6V6Fn3+qEJyyM5ypCMFeEVjwbnFUmrxlZ9iieDjvGv91y2WZp8X2sHuGeIAQAk0N4/e0ki/VYz87nQV9Ww3DeJbx/quHgOM4g96PAQ9OOPY+4CVg54Rje4HuZDIZrDznJ0AcCC7bp6ghxUq66Ft2hmetIUbl3bVqTUmTU1aav7H6+YGd4qYs0q54uE/1kZcW71h5bsvShnQH2DjCu/rM/nRmEoKvWf2ctjOU56ksllLyij2KgkATzOABdlkvKMAr9gipWeyGlDax0P76LmoCS3FgRoEBoBk4UblfPSaBq1OOpSo/o5X3U4DrMO+k5FVDvpIuOoTJt6xBLtk5FjNLuSBtLthZvmMO8k1rgDMyS1TR2Kf60RG8axd5xypQ32FwLsvBTELwN/MIwVVZ4I4sca/q57q1UZombEyq34AX7NSM3wchFHx6C/oixkwuJ0sJAo/guIAu4FzlX68cawJOA79QuT8C3AO8DPxW5f4QsLtybMa/jmQy+RTwFIBhGDQ2Ni5hiSDEwJKeNxsSMJEEhMJP7FFuiiKPKlF8s2z5LSm5LYtclnluySI2EBcaexU/Q3a5bkFMl/owUQi8FSFwYgQh9gj/mGuoIG1es9M0Cp0rtSz4kpKPdL2KKVR+sulBimrtYlguc1ONB7xqp2eMB1TnBvePnJh0PBwOL9n+LZSlCMCbwC8YhmEkk8lHgT8HIsAexl1DnZXz2nBiByHDMLLJZLKz8p6twIzdkwzD+BJOkBlADgwszZAv5gp9MeSkjQbckkW+ZQ3wQSXKlko/ISklA5iV1M38WLXxDtWHRHLdKpKy3Ov89cxUIXjdTo/FCPYIP6/baYrYbFe8DNQwxvHxO6/w653fBeAfXPs+L7Qc4bm2h+n1J2r2ni5zM1s8QAhB0LudQfHm2MwIgHQ6zVLtX2vrzM0Gp7IUF9BrQCyZTJ4E3jAMowt4Gni88thXDMOoZgr9BvAi8IeV5/4R8CfAt4D/sIT3XhWYONsXCTxnpzhhjXLazvBNa5DvWINckjmaFJ29qvOL7rQKXLWKrq93AzFZCASv22m+ZvVzWebZpfpqOuLx8MAF/lHnM5xu2M2QJ0TKF+PJOy/zJyf/K58782c8MHQJ4XbDrTtzxQOEUIkEdtV9TaJWV8rLhOzqWpqj5H+c7Od45+zNlpYLD4JqyLZJaDQrOt1WiSHX3LtMQAARoaIisKXNcI16429Ld/EHP/1T+gIJbCHYnnb+fiTQE2gkXMoRMnN0+Rv5Qdv7Od5yiJxWv/bDGx0VCAuVTyiJSRljUkpsWeBm/zeoVms++eST7Ngx88jQ+ajsAOZNWdwQ8wBqyZjxR2NAmpy38q7xd5lGdUcwJM2aGf94cYTPnfsyed1PXyAxZvzBsQSbcwOEzByjmh8h4Nc7v8v/PvEHPHX5adqzPTVZk8tkJsYDJuLMCvAT9E1vE15L3ErgZaLfzeFxWUG8Vol/e/YrhMw8P2l7iA/ffHnWcyNmnoiZpyxU+gMJHu9+nY90vcqZ2E5+0PZ+TiX2YCtrJklvTTJTPEBKm1hwP9nC9bqtwxUAF5c1jpA2//LiX7Mj08X3tj3Gz14/vqDn6dKiI9MNQJ8vztZcD799/v/R743xh6FEGQAAETVJREFUXOvD/GjzQ6Q9a6JcZ81RjQc0CY240IHqrIAGvHojxfLyZjHOtQ4XF5c1zK9ee473Dpznb9sf4WPXX1zSazQXUkRLGbKqj5Lm5TPv/oD//eof8M8v/g070reXd8EuE+oDhifVB1R3AfXC3QG4uKxhnug6ySdvvciJTQ9w9M5J1LusIQ9aBYLZAiaC3mAjj/Sf4UO9b3Ip0sEP2t7PiaaDmIprNpaD8X5BaY5W6gOcWQFbUJX67LzcHYCLyxrlQOoKT115mguxHexOXcNvL19dgYakPdOD1y4z4I3SVBzhX178Gl989T/z9999nobiyLK910bnisxzedJgGGdWQD1wpdzFZQ3Slu3jX53/S/r8CVQsGksz1lUuC40VY59XPGQ8IT594wU+dfM4Jxv38/22R7gY3QareJDQaseJB4zSJPSxeEDYtwvLytT8vV0BWCQ+s0BHtpet2W62ZnrYmu2mPdtLjz/BsZbDvNz8ADndzat2qR3hUpZ/d/bPsITC9dgW3t/107q8r98u0Z7twQZ6A028Z+gSj/Sf4XpwM99vez8/3vQgJbflxKIZnx8wPFYfIISHVL8GNa4NcwvBZkGRNi35gTEjX/3ZUhgaOyeveukJNJHyRdiS6aE5P0RR0TjZuJ8XNh/hXOweZB2HybisfzTb5D+c/hI707d5of39fPTGj1d0PSk9hKnqNBVSpDU/z7c+zPe2PMKIJ7yi61qr7BJ+jqpRpJQc/oCf1i1Lm0q40EIwdwcAREsZOrLdbM10szXbw9ZMN+25Xry2k9tvI+jzJ+gPNNIZ344qLVrSPbTmBtievs32Sk1HSah0B5s5MniRD/a9TZ83zvGWQxxrOUy/v2EFP6HLukBK/umlb7B35DrPbP0ZnryxsHTPWhIvZ6AMRUVjxBvhUzeP8XO3fsyxzYf5TvtRt/fQIrki82y2dXYrAZQ6XDxuqB2AbpXZkutja7abbZluOirGPl4e97WN6EF6A02kfFGKqodEbpDN2T7i5cz8cjqBET3IqDdMW6YHBTgT28mxlsO81rTf3Sa7LIlfvP4jfun63/Kjtod5rOsk2irs52MBPcFmNuUGUaTNq00HeLrjMa6Ft6z00tYECs5l+8+rCf7Oo1Fa2pZmKxa6A1iXAiCl5M9eeIeu8xcnGfvW3ABqJQO3pGj0BhoZ8MVJe4L4ywVaMz1sKgwt6x+WDXQFmwmaBeLFUbKqj1ea7+dYy2EuRzrc4JnLgnik921+8+JXOdW0jz1DVwnNNBt6FSGBXn+CWCmNzypxOr6Lp9sf40x8p/udnwcVCKPy+4+2s7Wjti6gdSkA9p//T+TLPxy7P+CL0edPMOyNYAuF5nQPbfkBgtbyzdpdCHlFpzfYTGu2F49tcivQzLGWw7y06RDDXtdn6jIzu0du8Ptvf5Eb4VYCpSxthdo3OVxOBj1RPLJMuJzjaqiNpzse47WmA9hufGxWBPCruxN8+kjTkp6/oQVAXnibW9/9DgPDaVozfTQWhxflvqkHg54IRc1La64fC4W3EvfyQssR3kzswXL7sLhUaM4P8V/e+p8UVC99gQQHhlZugPjdMqoFMFWNhuIoPb4GvtN+lOMthymp+kovbVXybz/YyvvaI0t67oYOAou9D7DjteO0XX1zpZcyK4nSKJTARNAVaua+0RscGbzIiB7kpU3v4VjLEW6GWlZ6mS4rSMDM87mzX0aTFhcTu3jszsmVXtJdETFzYEJO9aAIwWevPM3fu/5DvrflEZ5rfZisHljpJa4qRB1cZetSANYSGpKOjNOKN6P6GPZG+fidV/i52z+hM7yFF1qO8BO3tmDDodoWv3X+L2nN9/N8x6N8/MZLK72kZSNglQjkBykJlZwnwK+8+zyfunmcH25+L89seZRBX2yll7hhcAVgFRGyCoQyXU4AzddAtJzls1ee5h91PsNrTfs53nKYM/Gdbm3BekdKfr3zOzyQusL3Oo7ysXVk/CfikRat2T5MBEO+OB+//TIfu3OCH296kG+3H+V2cNNKL3HdsyQBSCaTjwF/AdyoHPoV4HdwhsQ/axjG7yaTSS/wNWAb8AXDML6YTCYbgK8DCeDzhmE8c3fLX58IYFOl4GxqbUG/N8ZLm95DZ3gL3YFGenwJyq4PdV3x5O2X+UjXa7y4+Qgfvv3KqotfLTcakrZsLxLo9jfwgb63+VDPG5xK7OHpjp/hnei2lV7iuuVudgB/ZRjGvwFIJpMPAz7gMHAnmUx+ATgKnAN+DbiWTCa/AnwW+CpwEvgG4ArAPHikxdaMEwgf0YMUdB+funlsrIufjaDfF6PL30R3oJEufyPd/ia6Ao30++JupsUsCGlzMNXJwVQn52L3cLph16r4vzo8cIFfu/osbyfu5cH+83jsjTNoSACtuX7AmU+wb/gaRwYvcjGyjac7HuPNxH112f1qtkm0lCFWShMrZ4iWMkTKWa6G2zgbW19prHcjAI8nk8mXgT7geOV2EDgGPIizG/g+8D7gJWBn5di/xhGK7mQyGTQMI3sXa9hQRMtZouUsNjDoCTPiiZDxhtBtk+bSMHtGr+OzSmPnl4VKrz9Bl7+RrkAjXRVh6PY3kvJE1tUXeaE0FlJ8qOcNPtT9Bs3FFACfvPUig54ox1sOcbzlEN2BpaXe3S3b0l38xoWvcjO0mXhxhKiZm/9J65TmgvO7SelhWgsDfO7cV7gZ2MS3O47ycvMDi2tJLSU+q0i0nHWMeilDtJQmWs4QKzm3SDkz9lhwjhqLdyJb+ZttH+Z0fNe6+PtZqgB0A182DONPk8nk7wENOO6gZuAEEK3cBoAW4OqUY6nKzygwSQCSyeRTwFMAhmHQ2Ni4pAWOKGv/lzMbCpAopUmU0jClYWAZhZQ3wrAvQl4P4DeLbM318uDQJXQ5Pqs4r3gqO4bxnUNXoIkuf+O6y8bQbJMjAxd4ovt17k9dQUFyKbads817ONh7Hq9dJusN8qmbx/n0zWOcj27neMthTjQdpKB567LGeHGEf3fWmec7GGjgUN+5urzvaidedvqsZFQ/AbvEv3jH4JfffZ7vbnmUV5rvJ2AWHCNeThMtOVfrsYoxj5YyY0beO0ur7IzmJ6sHyOoBhgNxusObKakaAoHHKhLOjxIs5wmbWSSC1vwA//7M/+FSpANj64f5acPumglBJByhsbG2rTTuug4gmUx+AjgAXAbeAn4ROAP8DPADHDfQ7wN/DPwe8AfAO8C3gU/NswNYcisI7c/+iOKrK98rZTVRUDykPCGGfTHKqkawnCdWHCVeHEWZMEhkVAuMiUF3oIkbwRbOx3aQ15ZWlbhStGd7eLz7FEd73yJazjLkjXAusZtIKcOBgUvThqc4PuhGvHaZRHGEvOLhRPNBXmg54viha/SH7rVK/Kef/i9a8/280nqYJ26dqMn7rAcKik7KF2VzbuaRiTaCjB4gUzHqec1HUfVQUnRUbHxmgUhhhIBZIFzKEbCLi46xjGp+EAqRcpbL4Q6MbY/zVsN9y/79+NzRNt67ZWkFojWtA0gmk58BIoZh/AnwCM4V/UOGYRjJZPJR4M+BCLCHcddQJ/Am0IYjFiHX/VNffHaJzYUhNk/oaAqO4ctoPob1ECP+GDaCcDnHodQlor1OLYWFwuVIB6cbdvF2fDed4S2rcnC4zyzwgb7TPN5zintHb2IKlQvxe+gPJDjcc5oPdr0x63MF0Jp3DEtR0ekNNlVe6w26/I0caznMiy2HGPJGl2291Xm+2zNdfG/bUX52iSMdNwo+u8zm3ABloXI5voOs7idQzBEupQlYBSIVf32kXDvTEjHzAKQ1P5uKQ/zO2S9zJdyOse0J3qyBENSSJe0AkslkACebpxG4AvxD4Is4O4HnK1lAPuCvcQz+/61kASUAA0ccfn8BWUDuDmCFsXGCzwOBRoLlHC25fhQgq/o4G9/J6fguTsd30eNPrNwXX0ruHb3B492neKTvNH67RHegkYvxnbSlu9k9euOuMmmG9DB5j5+2bB82gp827OZYyxFONe696/GIn7n6PT556yWea/8AH771yl2PdHSpP2nNj62oREsZOsNbMLY+wRuJPXf991CPHcC6bAUBrgDUCgn0eWOM+GM05QaJlxwfbY+vgTMVMTgb30mmDnGEaCnD0d43ebz7FO25Pgqqh7OJ3eQ0Pw/1vL2sIxIBLARdwWYipSzRcoa0FuClTQ9yrOUI18Oti369J7pO8k8vf5NXNj3Ae/rPL/t6XepLWvNjKRqxUpqroTaMbU9wKrF3yULgCoArAKueklDpCTRRVnXasr34rBIWgqvhLc7uoGE3lyMdyzZIXJE29w9d5onuUxwZPI8mba6Ft3At2sG9g1doz/cvy/vMR1b1MhBI0JbpRZMW10KtHGs5wo83PUBGn3+g94HUFT5/5v9yKbadTZk+GivBTpe1T0b1Yao6sVKaa6FWjK1P8HrjvkULgSsArgCsOTKqj55gEz6rxOZsHyqSvOLhXPyeMXfRnUDzov8YmvNDfKjnFB/qeYPG4ghpPcCZxL1o0uQ9fRcmZTjVEwn0++JIobApP0hZqLzeuI9jLUdmrS1oy/byh2/9CcPeCDndz66RG9Nf2GXNk1F9lFWdeCnNu8HNGNscIVhoLcOqDQK7uMxGyCqwc/QW4BjHAU+EwUADOzJdHBm8CMCANzomBmfiuxj1hGZ8Ld0q89DAeZ7oOcX9qSvYCC7FtvN28z4e6D3HIz31mYU7F4LxnPWyUOkKbuKB1GUe6T8zVltwrOUwPQEnndmZ5/tlTEXlZqSVh3veXsHVu9SSkFUAq0BG9RErZ/nt83/B9YoQnFyEENQSdwfgUjfKKPQEGinqPtoyvfgr8xiuhVo5Hd/N2w27eCeyjdb8AE90v84He98ibOYZ8MU417CbeGGYA0NXJqWsrlZGtQDDvihbMj0oyLHagg/1nGJn+jbH2h/mIzd+stLLdKkjWdVLSfMSL45yI9iCsfUJXmvaP6sQuC4gVwDWNTnVS3ewGd02acv2okqbslDRpUVZqJxP7GLIG+VIz2nCq3wC1mxIoDvQiM8q01AcAeCZrY/x5I0X132PH5eZyapeipqPhuIINwOb+Pq2x3m16eA0d6HrAnJZ1wSsIvdU3EUAKT1Eb7CJnmAzW0bvcP/AO2veSDr9bcZrC96J7+CjN3+85j+Xy9IJWkWCVpGs6iVkFfjNC1/lVuBHGFuf4NXm6UJQS1wBcFk1xMsZ4sMZ7ht+d6WXUhO8dpn7By+t9DJcVglVIcipXoJWkd+8+FVu3/gRX9/6OK8031+XNax8FMLFxcVlAxOwijQUR8ipHvxWkd+4+Nf8j9f/O8Fbl2v+3u4OwMXFxWUVELBKBKwSecWDR5oEKi0naokrAC4uLi6rCL9dwl8oIcK1H/TkuoBcXFxcNiiuALi4uLhsUFwBcHFxcdmguALg4uLiskFxBcDFxcVlg+IKgIuLi8sGpe5poMlkUgBfAg4BzxqG8bv1XoOLi4uLy8rsAN4H+IDDwD9JJpOLH6Xk4uLi4nLXrIQAHGJ8UPwx4MEVWIOLi4vLhmclBCAKDADNwInKfRcXFxeXOrMSrSBGcFxAF3B2A9cnPphMJp8CngIwDKPa13rx/M5/u5s1uri4uKx7VmIH8CbwkGEYncCjwKS5foZhfMkwjMOGYRzGaae+pFsymXzzbp6/2m/r+fO5n23t3tbz51uDn21eVkIAXgNiyWTyJPCGYRhLG/nl4uLi4nJX1N0FZBiGBP5xvd/XxcXFxWUy67kQ7EsrvYAas54/n/vZ1i7r+fOtu8+22ofCu7i4uLjUiPW8A3BxcXFxmQNXAFxcXFw2KK4AuLi4uGxQXAFwcXFx2aC4AuDi4uKyQXEFwMXFxWWD8v8BjVW+UJauyAAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='area')\n",
    "df.plot(kind='area', alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散布図(分布図)\n",
    "\n",
    "* 散布図とは\n",
    "    * 縦軸と横軸に2項目の量や大きさなどを対応させ、データ点でプロットしたもの\n",
    "    * 2項目の分布、相関関係を把握できる\n",
    "    * 見た目の関係性のみで因果関係(どちらかが原因でもう一方が起こる)を示すものではない\n",
    "        * 例\n",
    "            * 「血圧が上がるほど給料も上がる」\n",
    "            * -> 一般的に年齢と共に血圧も給料も上がる傾向があるが、2つの間に因果関係は無い\n",
    "* xとyのオプションは必須"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f37dc668>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind=\"scatter\", x=\"store2\", y=\"store4\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 六角形型散布図"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f93f3ced7f0>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind=\"hexbin\", x=\"store2\", y=\"store4\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# グラフの保存\n",
    "\n",
    "* savefigメソッド"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.plot()\n",
    "plt.savefig(\"img/sample.png\")\n",
    "\n",
    "# 何枚か保存することを想定して一応プロットをclose\n",
    "plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
